Cascaded and Separate Channel Estimation based on CNN for RIS-MIMO Systems

NK Noordin, K Audah, MFBA Rasid, AB Ismail… - … , Technology & Applied …, 2024 - etasr.com
With the dramatic increase in mobile users and wireless devices accessing the network, the
performance of 5G wireless communication systems is severely challenged. Reconfigurable …

Deep Learning for Channel Estimation in Physical Layer Wireless Communications: Fundamental, Methods, and Challenges

C Lv, Z Luo - Electronics, 2023 - mdpi.com
With the rapid development of wireless communication technology, intelligent
communication has become one of the mainstream research directions after the fifth …

Review on Channel Estimation for Reconfigurable Intelligent Surface Assisted Wireless Communication System

Y Yu, J Wang, X Zhou, C Wang, Z Bai, Z Ye - Mathematics, 2023 - mdpi.com
With the dramatic increase in the number of mobile users and wireless devices accessing
the network, the performance of fifth generation (5G) wireless communication systems has …

Dual-Stage Channel Estimation using ANN and Hybrid RIS Aided MIMO Systems

K Muthukumaran, M Thayaneshwaran… - 2023 3rd International …, 2023 - ieeexplore.ieee.org
In Multiple-Input-Multiple-Output (MIMO) communications, the Reconfigurable Intelligent
Surface (RIS) can be described in a crucial enabler. It is used to enhance the signal …

Deep learning-based improved cascaded channel estimation and signal detection for reconfigurable intelligent surfaces-assisted MU-MISO systems

MH Rahman, MAS Sejan, MA Aziz… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Reconfigurable intelligent surface (RIS) consists of cost-effective passive elements which
can be utilized in different scenarios in next-generation wireless communication. Deep …

Channel Estimation for RIS-Assisted Time-Varying MIMO System: An Attention Based Learning Approach

Z Qi, D Liu, J Zhang - IEEE Transactions on Green …, 2024 - ieeexplore.ieee.org
The challenges of time-varying channel estimation in reconfigurable intelligent surface (RIS)-
based MIMO systems are focused on in this paper. We propose a scheme based on deep …

Untrained Deep Learning Techniques for Channel Estimation With Limited Pilots in RIS-Enhanced SIMO-OFDM Systems

FS Tseng, TY Wang, PC Yu - 2024 IEEE 21st Consumer …, 2024 - ieeexplore.ieee.org
The estimation of channel state information (CSI) is a well-known challenge in
reconfigurable intelligent surface (RIS)-assisted communication systems due to the limited …

Channel Estimation for STAR-RIS-Aided Communications Based on Deep Iterative Networks

L Yu, J Liu, H Zhang, X Cai, X Zhou… - 2023 3rd International …, 2023 - ieeexplore.ieee.org
With the development of 6G communication, the reconfigurable intelligent surfaces (RIS) is
proposed to be deployed in 6G systems to assist communications. RIS is composed of …

Untrained DNN for channel estimation of RIS-assisted multi-user OFDM system with hardware impairments

N Ginige, KBS Manosha, N Rajatheva… - 2021 IEEE 32nd …, 2021 - ieeexplore.ieee.org
Reconfigurable intelligent surface (RIS) is an emerging technology for improving
performance in fifth-generation (5G) and beyond networks. Practically channel estimation of …

Reconfigurable intelligent surface (RIS): Eigenvalue decomposition-based separate channel estimation

SE Zegrar, L Afeef, H Arslan - 2021 IEEE 32nd Annual …, 2021 - ieeexplore.ieee.org
Reconfigurable intelligent surface (RIS) has recently drawn significant attention in wireless
communication technologies. However, identifying, modeling, and estimating the RIS …